Normalised records

Normalised records (silver)

Each raw row is parsed into consistently formatted fields. Every change from the raw value is recorded as a data-quality flag.

Normalised rows

99,495

usable in matching

Flagged rows

99,881

99.9% carry at least one flag

Junk quarantined

505

no usable last name

Average quality score

0.75

1.00 = no corrections needed

Quality flags

What normalisation had to do, and how often. Select a flag to filter the table.

Placeholder values cleared71,257
Placeholder tokens such as NULL, N/A, UNKNOWN or "-" treated as empty
Whitespace trimmed57,061
Leading or trailing whitespace removed from one or more fields
Address re-cased56,490
Street line re-cased and punctuation removed
Street suffix standardised55,824
Street suffix standardised to USPS abbreviation (Street to St, Avenue to Ave, and so on)
Phone reformatted50,244
Phone reduced to ten digits, punctuation and leading country code removed
Name re-cased39,996
Name letter-case rewritten to Title Case and stray characters removed
Date of birth reformatted32,400
Date of birth rewritten to ISO 8601 from a source format (MM/DD/YYYY, YYYYMMDD, Mon D, YYYY)
City re-cased17,850
City re-cased to Title Case
Gender normalised16,828
Gender mapped to F or M from a longer or variant value
Email lower-cased11,635
Email lower-cased
Name split from “Last, First”9,980
First-name field held "LAST, FIRST"; the two parts were split into their own fields
State name converted to code9,084
Full state name replaced by its two-letter USPS code
ZIP+4 trimmed8,263
ZIP+4 trimmed to the five-digit ZIP
Member ID reformatted7,723
Member ID re-hyphenated and upper-cased to the UHC-#####-## pattern
ZIP missing7,146
Street address present but no ZIP supplied
Unit split from street6,994
Apartment, suite or unit designator split from street line and re-appended in standard form
Two-digit birth year6,661
Date of birth carried a two-digit year; century inferred by pivot
State code upper-cased4,010
Two-letter state code upper-cased
Plan code upper-cased3,278
Plan code upper-cased
SSN last four extracted2,817
Last four digits of SSN extracted from a longer or punctuated value
Date of birth unreadable2,274
Date of birth did not match any known format or was out of range; cleared
Phone missing area code2,021
Phone had only seven digits (no area code); cleared
Middle initial moved out of first name1,125
A single middle initial was embedded in the first-name field and moved to middle name
Date of birth missing990
Date of birth absent or a null token; left empty
No usable name (quarantined)505
No usable last name; record quarantined as junk and excluded from matching

Normalised records

Third-party administrator, flag “Address re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagAddress re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-54312	TPA	Bruce Alvraez	—	—	—	8112 Main St, Dallas, TX, 75291	0.66	Date of birth missing Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-52802	TPA	Ralph J Gutierrez	1950-11-24	UHC-07884-13	—	1974 Meadow Ln, Las Vegas, NV	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
TPA-50515	TPA	Joe Crawford	1977-07-08	—	—	1032 Sunset Blvd, Denver, CO, 80218	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-52530	TPA	Christopher A Austin	1944-12-09	—	—	8029 Highland Ave, Austin, TX, 78715	0.66	Middle initial moved out of first name Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-53508	TPA	Lawrence Diaz	1938-06-03	—	9309440897	6968 Mesa Dr, Chandler, AZ, 85254	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
TPA-62685	TPA	Anthony Clark	1986-08-14	—	—	8696 Forest Ave, San Antonio, TX, 78208	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-59271	TPA	Elizabeth Dean	1989-06-12	—	6935047284	4310 Church St, Austin, TX, 78747	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-60990	TPA	Diane F Flores	1957-03-20	—	9679281052	563 Market St # 928, Plano, TX, 75041	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-61682	TPA	Dennis Patterson	1969-03-28	—	—	3295 Market St # 470, Eden Prairie, MN, 55374	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
TPA-57613	TPA	Brandon Johnson	1990-06-21	—	—	8128 Washington St, Denver, CO, 80289	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-53879	TPA	Amanda Reyynolds	1981-04-11	—	3262891011	7514 Ocean Ave, Tucson, AZ, 85725	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
TPA-56547	TPA	Christina Gardner	1973-08-26	—	—	3126 Central Ave, Gilbert, AZ	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
TPA-60500	TPA	Lauren L Johnston	1983-11-27	—	—	5404 Jefferson Ave, Tempe, AZ, 85225	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
TPA-52441	TPA	Sara Carr	2001-07-14	—	5049452051	1350 Market St, Scottsdale, AZ, 85238	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-55226	TPA	Christina Caarroll	1990-07-10	—	—	4892 Indian School Rd, Scottsdale, AZ, 85284	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
TPA-57298	TPA	Carol M Rodriguez	1997-06-02	—	—	5317 Forest Ave, Nashville, TN, 37227	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
TPA-56188	TPA	Elijah Taylor	1985-04-15	—	—	5130 Highland Ave # 213, Dallas, TX, 75270	0.66	Unit split from street Street suffix standardised Address re-cased Email lower-cased+1 more
TPA-53295	TPA	Dennis Santos	1998-09-18	—	—	2748 Sage Ct # 382, Tucson, AZ, 85743	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
TPA-51854	TPA	Gabreil Russell	1955-12-23	UHC-05189-61	—	4477 Washington St, Columbus, OH, 43258	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-60562	TPA	Margaret Roberts	1939-12-16	—	—	5221 Cedar Ln, Houston, TX, 77017	0.66	SSN last four extracted Street suffix standardised Address re-cased City re-cased+1 more
TPA-61438	TPA	Randy Edwards	1976-04-07	—	—	1054 Washington St # 580, Miami, FL, 33128	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-55710	TPA	Christopher Thomas	1964-04-22	—	—	1594 Jefferson Ave, San Diego, CA, 92197	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
TPA-52948	TPA	Jacqueline Nunez	1947-06-14	—	—	2269 Sage Ct, Glendale, AZ, 85342	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-51881	TPA	—Junk	1955-10-14	UHC-43403-52	—	1637 Mountain View Dr, Glendale, AZ, 85356	0.66	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared+1 more
TPA-59525	TPA	Pamela Grant	1949-06-15	—	—	6343 Maple Ave, Denver, CO, 80235	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
TPA-62364	TPA	Reymond Reed	1997-07-04	—	—	8798 Lincoln Way, Orlando, FL, 32856	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-63730	TPA	Sharon Lewis	1982-06-20	—	—	7383 Central Ave, Houston, TX	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
TPA-59628	TPA	Robert Wells	1998-08-26	—	—	6881 Ocean Ave, Nashville, TN, 37279	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-56682	TPA	Gordon Joshua	1958-12-25	—	—	4104 Union St, Jacksonville, FL, 32286	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-61614	TPA	Bobby Hnasen	1941-09-22	—	—	1878 Lake View Rd, Tampa, FL, 33662	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-60734	TPA	Betty Scott	1987-07-27	—	—	3319 Washington St, Plano, TX, 75006	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-57536	TPA	Arjun Ramos	1999-09-18	—	—	5493 Apache Blvd, Dallas, TX, 75280	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
TPA-54554	TPA	Nathan E Ramirez	—	—	—	6336 Canyon Rd, Columbus, OH, 43227	0.66	Date of birth unreadable Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-64400	TPA	Chris Porter	1972-09-25	—	—	3330 Washington St, Tempe, AZ, 85222	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-63375	TPA	Natalie Z Silva	1982-06-24	—	—	6923 Bayshore Dr, Eden Prairie, MN	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
TPA-61974	TPA	Jeremy Howell	1981-03-25	—	4245135375	6008 Sage Ct, Minneapolis, MN, 55474	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
TPA-61183	TPA	Ana Fernandez	1968-02-05	—	—	5819 Hillcrest Rd, Fresno, CA, 93789	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
TPA-60390	TPA	Fank Ruiz	1947-03-26	—	4617142767	2396 Lake View Rd, Eden Prairie, MN, 55340	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
TPA-56422	TPA	Christopher Robertson	1969-07-26	—	6614027020	2940 Valley View Dr, Orlando, FL, 32822	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-55707	TPA	Gregory Schultz	1969-02-25	UHC-14832-94	—	5342 Lincoln Way, Las Vegas, NV, 89194	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
TPA-50851	TPA	Matt Carpenter	1955-06-10	UHC-33751-82	2363703581	6282 Desert Sky Blvd, Orlando, FL, 32857	0.66	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
TPA-59738	TPA	Janet Ryan	1948-04-08	—	—	1484 Mesa Dr, San Antonio, TX, 78203	0.66	Street suffix standardised Address re-cased State name converted to code Plan code upper-cased+1 more
TPA-61347	TPA	Emily Knight	1985-04-13	—	—	7278 Harbor Blvd, Jacksonville, FL	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
TPA-51873	TPA	Sue Sanchez	1984-01-12	—	—	8249 Desert Sky Blvd, Tampa, FL, 33657	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
TPA-56970	TPA	Virginia M Mejia	1986-09-13	—	—	6665 Lake View Rd, Austin, TX, 78706	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
TPA-61943	TPA	Austin Powell	1946-05-25	—	5194091628	9114 Indian School Rd, Los Angeles, CA, 90006	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-61594	TPA	Virginia Mejia	2006-02-17	—	2412314554	5994 Canyon Rd # 872, Fresno, CA, 93767	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-56199	TPA	Joan A Alvarado	1946-07-21	—	—	8314 Forest Ave, Miami, FL, 33182	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
TPA-50021	TPA	Christian Ruiz	1940-09-26	—	—	1131 Union St Apt 26, Columbus, OH, 43273	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
TPA-54909	TPA	Alan Hoffman	1983-06-23	UHC-11329-12	—	3527 Bayshore Dr Apt 5, Fresno, CA, 93778	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more

7,854 rows, page 72 of 158Previous Next